{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1eae7403-f458-4f55-a557-4e045bd6f679",
   "metadata": {
    "id": "1eae7403-f458-4f55-a557-4e045bd6f679"
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "import requests\n",
    "import torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import models_mae"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f7797ef-412a-439f-911e-3be294047629",
   "metadata": {
    "id": "2f7797ef-412a-439f-911e-3be294047629"
   },
   "source": [
    "### Define utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4573e6be-935a-4106-8c06-e467552b0e3d",
   "metadata": {
    "id": "4573e6be-935a-4106-8c06-e467552b0e3d"
   },
   "outputs": [],
   "source": [
    "# define the utils\n",
    "\n",
    "imagenet_mean = np.array([0.485, 0.456, 0.406])\n",
    "imagenet_std = np.array([0.229, 0.224, 0.225])\n",
    "\n",
    "def show_image(image, title=''):\n",
    "    # image is [H, W, 3]\n",
    "    assert image.shape[2] == 3\n",
    "    plt.imshow(torch.clip((image * imagenet_std + imagenet_mean) * 255, 0, 255).int())\n",
    "    plt.title(title, fontsize=16)\n",
    "    plt.axis('off')\n",
    "    return\n",
    "\n",
    "def prepare_model(chkpt_dir, arch='mae_vit_large_patch16'):\n",
    "    # build model\n",
    "    model = getattr(models_mae, arch)()\n",
    "    # load model\n",
    "    checkpoint = torch.load(chkpt_dir, map_location='cpu')\n",
    "    msg = model.load_state_dict(checkpoint['model'], strict=False)\n",
    "    print(msg)\n",
    "    return model\n",
    "\n",
    "def run_one_image(img, model):\n",
    "    x = torch.tensor(img)\n",
    "\n",
    "    # make it a batch-like\n",
    "    x = x.unsqueeze(dim=0)\n",
    "    x = torch.einsum('nhwc->nchw', x)\n",
    "\n",
    "    # run MAE\n",
    "    loss, y, mask = model(x.float(), mask_ratio=0.75)\n",
    "    y = model.unpatchify(y)\n",
    "    y = torch.einsum('nchw->nhwc', y).detach().cpu()\n",
    "\n",
    "    # visualize the mask\n",
    "    mask = mask.detach()\n",
    "    mask = mask.unsqueeze(-1).repeat(1, 1, model.patch_embed.patch_size[0]**2 *3)  # (N, H*W, p*p*3)\n",
    "    mask = model.unpatchify(mask)  # 1 is removing, 0 is keeping\n",
    "    mask = torch.einsum('nchw->nhwc', mask).detach().cpu()\n",
    "\n",
    "    x = torch.einsum('nchw->nhwc', x)\n",
    "\n",
    "    # masked image\n",
    "    im_masked = x * (1 - mask)\n",
    "\n",
    "    # MAE reconstruction pasted with visible patches\n",
    "    im_paste = x * (1 - mask) + y * mask\n",
    "\n",
    "    # make the plt figure larger\n",
    "    plt.rcParams['figure.figsize'] = [24, 24]\n",
    "\n",
    "    plt.subplot(1, 4, 1)\n",
    "    show_image(x[0], \"original\")\n",
    "\n",
    "    plt.subplot(1, 4, 2)\n",
    "    show_image(im_masked[0], \"masked\")\n",
    "\n",
    "    plt.subplot(1, 4, 3)\n",
    "    show_image(y[0], \"reconstruction\")\n",
    "\n",
    "    plt.subplot(1, 4, 4)\n",
    "    show_image(im_paste[0], \"reconstruction + visible\")\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a92a06e7-3b6d-4c33-9eb2-15e560a4ce42",
   "metadata": {
    "id": "a92a06e7-3b6d-4c33-9eb2-15e560a4ce42"
   },
   "source": [
    "### Load an image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "27755296-05cc-4344-90de-a8ab3878f485",
   "metadata": {
    "id": "27755296-05cc-4344-90de-a8ab3878f485",
    "outputId": "34c3c12a-0a17-44fe-b72a-cef6eecabc70"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load an image\n",
    "img_url = './RET030OD.jpg' # fox, from ILSVRC2012_val_00046145\n",
    "# img_url = 'https://user-images.githubusercontent.com/11435359/147743081-0428eecf-89e5-4e07-8da5-a30fd73cc0ba.jpg' # cucumber, from ILSVRC2012_val_00047851\n",
    "img = Image.open(img_url)\n",
    "img = img.resize((224, 224))\n",
    "img = np.array(img) / 255.\n",
    "\n",
    "assert img.shape == (224, 224, 3)\n",
    "\n",
    "# normalize by ImageNet mean and std\n",
    "img = img - imagenet_mean\n",
    "img = img / imagenet_std\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [5, 5]\n",
    "show_image(torch.tensor(img))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b7e691d-93d2-439f-91d6-c22716a897b5",
   "metadata": {
    "id": "8b7e691d-93d2-439f-91d6-c22716a897b5"
   },
   "source": [
    "### Load a pre-trained MAE model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fd2d7da9-f75c-4b27-a84b-6d1247f73a7d",
   "metadata": {
    "id": "fd2d7da9-f75c-4b27-a84b-6d1247f73a7d",
    "outputId": "a1f0dba1-2cae-484b-ad84-8b00bc7628aa"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<All keys matched successfully>\n",
      "Model loaded.\n"
     ]
    }
   ],
   "source": [
    "# This is an MAE model trained with pixels as targets for visualization (ViT-Large, training mask ratio=0.75)\n",
    "\n",
    "# download checkpoint if not exist\n",
    "chkpt_dir = './RETFound_cfp.pth'\n",
    "model_mae = prepare_model(chkpt_dir, 'mae_vit_large_patch16')\n",
    "print('Model loaded.')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d15a0a7-c093-439a-9a4d-c37ce0c0eaa6",
   "metadata": {
    "id": "7d15a0a7-c093-439a-9a4d-c37ce0c0eaa6"
   },
   "source": [
    "### Run MAE on the image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1b0eb444-e403-44a9-a370-ff2326f78f30",
   "metadata": {
    "id": "1b0eb444-e403-44a9-a370-ff2326f78f30",
    "outputId": "b19c5803-384d-4c8e-8379-8a7d188e5904"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE with pixel reconstruction:\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x1728 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make random mask reproducible (comment out to make it change)\n",
    "torch.manual_seed(2)\n",
    "print('MAE with pixel reconstruction:')\n",
    "run_one_image(img, model_mae)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a365ec24-8e29-485e-83b5-5ac1d02945bb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "environment": {
   "kernel": "python3",
   "name": "common-cu110.m95",
   "type": "gcloud",
   "uri": "gcr.io/deeplearning-platform-release/base-cu110:m95"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
